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## Description
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## Type of Change
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- [ ] New feature (non-breaking change that adds functionality)
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## Summary by CodeRabbit
* **Documentation**
* Deprecated legacy examples and added a migration guide mapping old
paths to new locations
* Added a comprehensive new-examples README detailing configurations,
pipelines, demos, and migration notes
* **New Features**
* Added many runnable examples and demos: database configs,
embedding/LLM setups, permissions and access-control, custom pipelines
(organizational, product recommendation, code analysis, procurement),
multimedia, visualization, temporal/ontology demos, and a local UI
starter
* **Chores**
* Updated CI/test entrypoints to use the new-examples layout
<sub>✏️ Tip: You can customize this high-level summary in your review
settings.</sub>
<!-- end of auto-generated comment: release notes by coderabbit.ai -->
---------
Co-authored-by: lxobr <122801072+lxobr@users.noreply.github.com>
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## Description
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This PR removes codify, and the code graph pipeline, out of the
repository. It also introduces a Custom Pipeline interface, which can be
used in the future to define custom pipelines.
## Type of Change
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- [ ] Bug fix (non-breaking change that fixes an issue)
- [ ] New feature (non-breaking change that adds functionality)
- [ ] Breaking change (fix or feature that would cause existing
functionality to change)
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- [x] Code refactoring
- [ ] Performance improvement
- [ ] Other (please specify):
## Screenshots/Videos (if applicable)
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## Description
This PR introduces triplet embeddings via a new
create_triplet_embeddings memify pipeline.
The pipeline reads the graph in batches, extracts properties from graph
elements based on their datapoint types, and generates combined triplet
embeddings. These embeddings are stored in the vector database as a new
collection.
Changes in This PR:
-Added a new create_triplet_embeddings memify pipeline.
-Added a new get_triplet_datapoints memify task.
-Introduced a new triplet_completion search type.
-Added full test coverage
--Unit tests: memify task, pipeline, and retriever
--Integration tests: memify task, pipeline, and retriever
--End-to-end tests: updated session history tests and multi-DB search
tests; added tests for triplet_completion and memify pipeline execution
Acceptance Criteria and Testing
Scenario 1:
-Run default add, cognify pipelines
-Run create triplet embeddings memify pipeline
-Verify the vector DB contains a non empty Triplet_text collection.
-Use the new triplet_completion search type and confirm it works
correctly.
Scenario 2:
-Run the default add and cognify pipelines.
-Do not run the triplet embeddings memify pipeline.
-Attempt to use the triplet_completion search type.
-You should receive an error indicating that the triplet embeddings
memify pipeline must be executed first.
## Type of Change
<!-- Please check the relevant option -->
- [ ] Bug fix (non-breaking change that fixes an issue)
- [x] New feature (non-breaking change that adds functionality)
- [ ] Breaking change (fix or feature that would cause existing
functionality to change)
- [ ] Documentation update
- [ ] Code refactoring
- [ ] Performance improvement
- [ ] Other (please specify):
## Screenshots/Videos (if applicable)
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## Pre-submission Checklist
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- [x] **I have tested my changes thoroughly before submitting this PR**
- [x] **This PR contains minimal changes necessary to address the
issue/feature**
- [x] My code follows the project's coding standards and style
guidelines
- [x] I have added tests that prove my fix is effective or that my
feature works
- [x] I have added necessary documentation (if applicable)
- [x] All new and existing tests pass
- [x] I have searched existing PRs to ensure this change hasn't been
submitted already
- [x] I have linked any relevant issues in the description
- [x] My commits have clear and descriptive messages
## DCO Affirmation
I affirm that all code in every commit of this pull request conforms to
the terms of the Topoteretes Developer Certificate of Origin.
<!-- This is an auto-generated comment: release notes by coderabbit.ai
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## Summary by CodeRabbit
* **New Features**
* Triplet-based search with LLM-powered completions (TRIPLET_COMPLETION)
* Batch triplet retrieval and a triplet embeddings pipeline for
extraction, indexing, and optional background processing
* Context retrieval from triplet embeddings with optional caching and
conversation-history support
* New Triplet data type exposed for indexing and search
* **Examples**
* End-to-end example demonstrating triplet embeddings extraction and
TRIPLET_COMPLETION search
* **Tests**
* Unit and integration tests covering triplet extraction, retrieval,
embedding pipeline, and completion flows
<sub>✏️ Tip: You can customize this high-level summary in your review
settings.</sub>
<!-- end of auto-generated comment: release notes by coderabbit.ai -->
---------
Co-authored-by: Pavel Zorin <pazonec@yandex.ru>
…oviders support it
<!-- .github/pull_request_template.md -->
## Description
Enable multi user mode by default for supported graph and vector DBs
## Type of Change
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- [ ] Performance improvement
- [ ] Other (please specify):
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feature works
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## DCO Affirmation
I affirm that all code in every commit of this pull request conforms to
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## Description
This PR introduces a new memify pipeline to save cache sessions in
cognee. The QA sessions are added to the main knowledge base as separate
documents.
## Type of Change
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- [ ] Bug fix (non-breaking change that fixes an issue)
- [x] New feature (non-breaking change that adds functionality)
- [ ] Breaking change (fix or feature that would cause existing
functionality to change)
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- [ ] Code refactoring
- [ ] Performance improvement
- [ ] Other (please specify):
## Screenshots/Videos (if applicable)
None
## Pre-submission Checklist
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- [x] **This PR contains minimal changes necessary to address the
issue/feature**
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guidelines
- [x] I have added tests that prove my fix is effective or that my
feature works
- [x] I have added necessary documentation (if applicable)
- [x] All new and existing tests pass
- [x] I have searched existing PRs to ensure this change hasn't been
submitted already
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## DCO Affirmation
I affirm that all code in every commit of this pull request conforms to
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## Description
Add run_custom_pipeline to have a way to execute a custom collection of tasks in Cognee
## Type of Change
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- [ ] Performance improvement
- [ ] Other (please specify):
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feature works
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submitted already
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## DCO Affirmation
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## Description
Adds the concept of now to the qa for temporal queries
## Type of Change
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- [ ] New feature (non-breaking change that adds functionality)
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- [ ] Performance improvement
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## Description
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As per COG-3050:
1. Remove insights search type and clean up any orphaned code
2. Replace callsites with default search type - `GRAPH_COMPLETION` -
where applicable
## Type of Change
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- [ ] New feature (non-breaking change that adds functionality)
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feature works
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… db migration
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## DCO Affirmation
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the terms of the Topoteretes Developer Certificate of Origin.
